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Universality of Logarithmic Loss in Successive Refinement †
We establish an universal property of logarithmic loss in the successive refinement problem. If the first decoder operates under logarithmic loss, we show that any discrete memoryless source is successively refinable under an arbitrary distortion criterion for the second decoder. Based on this resul...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2019
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514640/ https://www.ncbi.nlm.nih.gov/pubmed/33266874 http://dx.doi.org/10.3390/e21020158 |
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author | No, Albert |
author_facet | No, Albert |
author_sort | No, Albert |
collection | PubMed |
description | We establish an universal property of logarithmic loss in the successive refinement problem. If the first decoder operates under logarithmic loss, we show that any discrete memoryless source is successively refinable under an arbitrary distortion criterion for the second decoder. Based on this result, we propose a low-complexity lossy compression algorithm for any discrete memoryless source. |
format | Online Article Text |
id | pubmed-7514640 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75146402020-11-09 Universality of Logarithmic Loss in Successive Refinement † No, Albert Entropy (Basel) Article We establish an universal property of logarithmic loss in the successive refinement problem. If the first decoder operates under logarithmic loss, we show that any discrete memoryless source is successively refinable under an arbitrary distortion criterion for the second decoder. Based on this result, we propose a low-complexity lossy compression algorithm for any discrete memoryless source. MDPI 2019-02-08 /pmc/articles/PMC7514640/ /pubmed/33266874 http://dx.doi.org/10.3390/e21020158 Text en © 2019 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article No, Albert Universality of Logarithmic Loss in Successive Refinement † |
title | Universality of Logarithmic Loss in Successive Refinement † |
title_full | Universality of Logarithmic Loss in Successive Refinement † |
title_fullStr | Universality of Logarithmic Loss in Successive Refinement † |
title_full_unstemmed | Universality of Logarithmic Loss in Successive Refinement † |
title_short | Universality of Logarithmic Loss in Successive Refinement † |
title_sort | universality of logarithmic loss in successive refinement † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514640/ https://www.ncbi.nlm.nih.gov/pubmed/33266874 http://dx.doi.org/10.3390/e21020158 |
work_keys_str_mv | AT noalbert universalityoflogarithmiclossinsuccessiverefinement |